Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 1158 |
| Missing cells | 9 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 198.0 KiB |
| Average record size in memory | 175.1 B |
Variable types
| NUM | 12 |
|---|---|
| CAT | 3 |
D3 has a high cardinality: 1101 distinct values | High cardinality |
D3 is uniformly distributed | Uniform |
PanelistIdQuestion has unique values | Unique |
B5a_0 has 55 (4.7%) zeros | Zeros |
B5a_1 has 66 (5.7%) zeros | Zeros |
B5a_2 has 67 (5.8%) zeros | Zeros |
B5a_3 has 177 (15.3%) zeros | Zeros |
B5a_4 has 93 (8.0%) zeros | Zeros |
B5a_5 has 136 (11.7%) zeros | Zeros |
B5a_6 has 187 (16.1%) zeros | Zeros |
B5a_7 has 127 (11.0%) zeros | Zeros |
B5a_8 has 86 (7.4%) zeros | Zeros |
Reproduction
| Analysis started | 2020-12-12 20:13:32.292446 |
|---|---|
| Analysis finished | 2020-12-12 20:13:43.462558 |
| Duration | 11.17 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 1158 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3801895.842 |
|---|---|
| Minimum | 3694164 |
| Maximum | 3932495 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 3694164 |
|---|---|
| 5-th percentile | 3696063.85 |
| Q1 | 3700357.25 |
| median | 3742668.5 |
| Q3 | 3918523.75 |
| 95-th percentile | 3925388.35 |
| Maximum | 3932495 |
| Range | 238331 |
| Interquartile range (IQR) | 218166.5 |
Descriptive statistics
| Standard deviation | 102201.1899 |
|---|---|
| Coefficient of variation (CV) | 0.02688163856 |
| Kurtosis | -1.86532239 |
| Mean | 3801895.842 |
| Median Absolute Deviation (MAD) | 47190.5 |
| Skewness | 0.1673013397 |
| Sum | 4402595385 |
| Variance | 1.044508321e+10 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 3710973 | 1 | 0.1% | |
| 3762933 | 1 | 0.1% | |
| 3701383 | 1 | 0.1% | |
| 3926664 | 1 | 0.1% | |
| 3919852 | 1 | 0.1% | |
| 3701386 | 1 | 0.1% | |
| 3709581 | 1 | 0.1% | |
| 3701390 | 1 | 0.1% | |
| 3711709 | 1 | 0.1% | |
| 3701874 | 1 | 0.1% | |
| 3928722 | 1 | 0.1% | |
| 3709587 | 1 | 0.1% | |
| 3730072 | 1 | 0.1% | |
| 3917406 | 1 | 0.1% | |
| 3930778 | 1 | 0.1% | |
| 3920539 | 1 | 0.1% | |
| 3709596 | 1 | 0.1% | |
| 3920517 | 1 | 0.1% | |
| 3730052 | 1 | 0.1% | |
| 3701379 | 1 | 0.1% | |
| 3701365 | 1 | 0.1% | |
| 3695212 | 1 | 0.1% | |
| 3695213 | 1 | 0.1% | |
| 3695214 | 1 | 0.1% | |
| 3920495 | 1 | 0.1% | |
| Other values (1133) | 1133 | 97.8% |
| Value | Count | Frequency (%) | |
| 3694164 | 1 | 0.1% | |
| 3694560 | 1 | 0.1% | |
| 3695016 | 1 | 0.1% | |
| 3695025 | 1 | 0.1% | |
| 3695032 | 1 | 0.1% | |
| 3695035 | 1 | 0.1% | |
| 3695040 | 1 | 0.1% | |
| 3695044 | 1 | 0.1% | |
| 3695073 | 1 | 0.1% | |
| 3695077 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3932495 | 1 | 0.1% | |
| 3932121 | 1 | 0.1% | |
| 3932073 | 1 | 0.1% | |
| 3931777 | 1 | 0.1% | |
| 3931776 | 1 | 0.1% | |
| 3931713 | 1 | 0.1% | |
| 3931565 | 1 | 0.1% | |
| 3931392 | 1 | 0.1% | |
| 3931301 | 1 | 0.1% | |
| 3931139 | 1 | 0.1% |
D1
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.2 KiB |
| 1 | |
|---|---|
| 2 |
| Value | Count | Frequency (%) | |
| 1 | 711 | 61.4% | |
| 2 | 447 | 38.6% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 1 | 711 | 61.4% | |
| 2 | 447 | 38.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 1158 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 1 | 711 | 61.4% | |
| 2 | 447 | 38.6% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 1158 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1 | 711 | 61.4% | |
| 2 | 447 | 38.6% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 1158 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 1 | 711 | 61.4% | |
| 2 | 447 | 38.6% |
D2
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.2 KiB |
| 2 | |
|---|---|
| 4 | |
| 3 | |
| 5 |
| Value | Count | Frequency (%) | |
| 2 | 446 | 38.5% | |
| 4 | 300 | 25.9% | |
| 3 | 289 | 25.0% | |
| 5 | 123 | 10.6% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 2 | 446 | 38.5% | |
| 4 | 300 | 25.9% | |
| 3 | 289 | 25.0% | |
| 5 | 123 | 10.6% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 1158 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 2 | 446 | 38.5% | |
| 4 | 300 | 25.9% | |
| 3 | 289 | 25.0% | |
| 5 | 123 | 10.6% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 1158 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 2 | 446 | 38.5% | |
| 4 | 300 | 25.9% | |
| 3 | 289 | 25.0% | |
| 5 | 123 | 10.6% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 1158 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 2 | 446 | 38.5% | |
| 4 | 300 | 25.9% | |
| 3 | 289 | 25.0% | |
| 5 | 123 | 10.6% |
| Distinct | 1101 |
|---|---|
| Distinct (%) | 95.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.2 KiB |
| T5Y4M2 | 4 |
|---|---|
| T5K2Y3 | 3 |
| T5J0B5 | 3 |
| T5H1E8 | 3 |
| T5J1R9 | 3 |
| Other values (1096) |
| Value | Count | Frequency (%) | |
| T5Y4M2 | 4 | 0.3% | |
| T5K2Y3 | 3 | 0.3% | |
| T5J0B5 | 3 | 0.3% | |
| T5H1E8 | 3 | 0.3% | |
| T5J1R9 | 3 | 0.3% | |
| T5K2L1 | 3 | 0.3% | |
| T6J0R5 | 2 | 0.2% | |
| T6R2W7 | 2 | 0.2% | |
| T5J1A5 | 2 | 0.2% | |
| T6L6X8 | 2 | 0.2% | |
| T6J3W6 | 2 | 0.2% | |
| T5J2R7 | 2 | 0.2% | |
| T5K1M1 | 2 | 0.2% | |
| t5j1a7 | 2 | 0.2% | |
| T6H2W1 | 2 | 0.2% | |
| T5N1N4 | 2 | 0.2% | |
| T5T3X4 | 2 | 0.2% | |
| T6C1E2 | 2 | 0.2% | |
| t5a2c8 | 2 | 0.2% | |
| T6E4J5 | 2 | 0.2% | |
| T5Y0E6 | 2 | 0.2% | |
| T6E6P5 | 2 | 0.2% | |
| T5T2C6 | 2 | 0.2% | |
| T5W0K1 | 2 | 0.2% | |
| T6E2C3 | 2 | 0.2% | |
| Other values (1076) | 1101 | 95.1% |
Frequencies of value counts
Unique
| Unique | 1051 ? |
|---|---|
| Unique (%) | 90.8% |
Histogram of lengths of the category
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Most occurring characters
| Value | Count | Frequency (%) | |
| T | 938 | 13.5% | |
| 6 | 759 | 10.9% | |
| 5 | 757 | 10.9% | |
| 2 | 387 | 5.6% | |
| 1 | 385 | 5.5% | |
| t | 344 | 5.0% | |
| 3 | 297 | 4.3% | |
| 0 | 283 | 4.1% | |
| 4 | 238 | 3.4% | |
| 7 | 137 | 2.0% | |
| R | 134 | 1.9% | |
| E | 131 | 1.9% | |
| 8 | 125 | 1.8% | |
| H | 111 | 1.6% | |
| K | 109 | 1.6% | |
| 9 | 106 | 1.5% | |
| J | 104 | 1.5% | |
| L | 90 | 1.3% | |
| C | 87 | 1.3% | |
| M | 86 | 1.2% | |
| W | 81 | 1.2% | |
| G | 81 | 1.2% | |
| A | 76 | 1.1% | |
| B | 72 | 1.0% | |
| N | 63 | 0.9% | |
| Other values (25) | 967 | 13.9% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 3474 | 50.0% | |
| Uppercase Letter | 2457 | 35.4% | |
| Lowercase Letter | 1017 | 14.6% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| t | 344 | 33.8% | |
| h | 56 | 5.5% | |
| r | 52 | 5.1% | |
| j | 51 | 5.0% | |
| c | 50 | 4.9% | |
| a | 49 | 4.8% | |
| k | 46 | 4.5% | |
| e | 42 | 4.1% | |
| b | 40 | 3.9% | |
| m | 35 | 3.4% | |
| g | 33 | 3.2% | |
| l | 32 | 3.1% | |
| w | 31 | 3.0% | |
| p | 27 | 2.7% | |
| x | 27 | 2.7% | |
| y | 25 | 2.5% | |
| z | 25 | 2.5% | |
| n | 18 | 1.8% | |
| s | 17 | 1.7% | |
| v | 17 | 1.7% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 6 | 759 | 21.8% | |
| 5 | 757 | 21.8% | |
| 2 | 387 | 11.1% | |
| 1 | 385 | 11.1% | |
| 3 | 297 | 8.5% | |
| 0 | 283 | 8.1% | |
| 4 | 238 | 6.9% | |
| 7 | 137 | 3.9% | |
| 8 | 125 | 3.6% | |
| 9 | 106 | 3.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| T | 938 | 38.2% | |
| R | 134 | 5.5% | |
| E | 131 | 5.3% | |
| H | 111 | 4.5% | |
| K | 109 | 4.4% | |
| J | 104 | 4.2% | |
| L | 90 | 3.7% | |
| C | 87 | 3.5% | |
| M | 86 | 3.5% | |
| W | 81 | 3.3% | |
| G | 81 | 3.3% | |
| A | 76 | 3.1% | |
| B | 72 | 2.9% | |
| N | 63 | 2.6% | |
| X | 63 | 2.6% | |
| Y | 58 | 2.4% | |
| P | 49 | 2.0% | |
| V | 47 | 1.9% | |
| S | 41 | 1.7% | |
| Z | 36 | 1.5% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 3474 | 50.0% | |
| Common | 3474 | 50.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| T | 938 | 27.0% | |
| t | 344 | 9.9% | |
| R | 134 | 3.9% | |
| E | 131 | 3.8% | |
| H | 111 | 3.2% | |
| K | 109 | 3.1% | |
| J | 104 | 3.0% | |
| L | 90 | 2.6% | |
| C | 87 | 2.5% | |
| M | 86 | 2.5% | |
| W | 81 | 2.3% | |
| G | 81 | 2.3% | |
| A | 76 | 2.2% | |
| B | 72 | 2.1% | |
| N | 63 | 1.8% | |
| X | 63 | 1.8% | |
| Y | 58 | 1.7% | |
| h | 56 | 1.6% | |
| r | 52 | 1.5% | |
| j | 51 | 1.5% | |
| c | 50 | 1.4% | |
| a | 49 | 1.4% | |
| P | 49 | 1.4% | |
| V | 47 | 1.4% | |
| k | 46 | 1.3% | |
| Other values (15) | 446 | 12.8% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 6 | 759 | 21.8% | |
| 5 | 757 | 21.8% | |
| 2 | 387 | 11.1% | |
| 1 | 385 | 11.1% | |
| 3 | 297 | 8.5% | |
| 0 | 283 | 8.1% | |
| 4 | 238 | 6.9% | |
| 7 | 137 | 3.9% | |
| 8 | 125 | 3.6% | |
| 9 | 106 | 3.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 6948 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| T | 938 | 13.5% | |
| 6 | 759 | 10.9% | |
| 5 | 757 | 10.9% | |
| 2 | 387 | 5.6% | |
| 1 | 385 | 5.5% | |
| t | 344 | 5.0% | |
| 3 | 297 | 4.3% | |
| 0 | 283 | 4.1% | |
| 4 | 238 | 3.4% | |
| 7 | 137 | 2.0% | |
| R | 134 | 1.9% | |
| E | 131 | 1.9% | |
| 8 | 125 | 1.8% | |
| H | 111 | 1.6% | |
| K | 109 | 1.6% | |
| 9 | 106 | 1.5% | |
| J | 104 | 1.5% | |
| L | 90 | 1.3% | |
| C | 87 | 1.3% | |
| M | 86 | 1.2% | |
| W | 81 | 1.2% | |
| G | 81 | 1.2% | |
| A | 76 | 1.1% | |
| B | 72 | 1.0% | |
| N | 63 | 0.9% | |
| Other values (25) | 967 | 13.9% |
CIVIC_WARD
Real number (ℝ≥0)
| Distinct | 13 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.82642487 |
|---|---|
| Minimum | 1 |
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 7 |
| Q3 | 9 |
| 95-th percentile | 12 |
| Maximum | 99 |
| Range | 98 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 10.19397484 |
|---|---|
| Coefficient of variation (CV) | 1.302507212 |
| Kurtosis | 69.28907159 |
| Mean | 7.82642487 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 8.018501146 |
| Sum | 9063 |
| Variance | 103.9171231 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) | |
| 6 | 181 | 15.6% | |
| 8 | 158 | 13.6% | |
| 9 | 126 | 10.9% | |
| 5 | 101 | 8.7% | |
| 10 | 95 | 8.2% | |
| 11 | 85 | 7.3% | |
| 4 | 74 | 6.4% | |
| 2 | 73 | 6.3% | |
| 1 | 71 | 6.1% | |
| 12 | 66 | 5.7% | |
| 7 | 63 | 5.4% | |
| 3 | 52 | 4.5% | |
| 99 | 13 | 1.1% |
| Value | Count | Frequency (%) | |
| 1 | 71 | 6.1% | |
| 2 | 73 | 6.3% | |
| 3 | 52 | 4.5% | |
| 4 | 74 | 6.4% | |
| 5 | 101 | 8.7% | |
| 6 | 181 | 15.6% | |
| 7 | 63 | 5.4% | |
| 8 | 158 | 13.6% | |
| 9 | 126 | 10.9% | |
| 10 | 95 | 8.2% |
| Value | Count | Frequency (%) | |
| 99 | 13 | 1.1% | |
| 12 | 66 | 5.7% | |
| 11 | 85 | 7.3% | |
| 10 | 95 | 8.2% | |
| 9 | 126 | 10.9% | |
| 8 | 158 | 13.6% | |
| 7 | 63 | 5.4% | |
| 6 | 181 | 15.6% | |
| 5 | 101 | 8.7% | |
| 4 | 74 | 6.4% |
B11
Real number (ℝ≥0)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.914507772 |
|---|---|
| Minimum | 1 |
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.448193901 |
|---|---|
| Coefficient of variation (CV) | 0.3699555564 |
| Kurtosis | -0.9820473473 |
| Mean | 3.914507772 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3739785636 |
| Sum | 4533 |
| Variance | 2.097265574 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 5 | 388 | 33.5% | |
| 4 | 197 | 17.0% | |
| 2 | 192 | 16.6% | |
| 3 | 185 | 16.0% | |
| 6 | 134 | 11.6% | |
| 1 | 62 | 5.4% |
| Value | Count | Frequency (%) | |
| 1 | 62 | 5.4% | |
| 2 | 192 | 16.6% | |
| 3 | 185 | 16.0% | |
| 4 | 197 | 17.0% | |
| 5 | 388 | 33.5% | |
| 6 | 134 | 11.6% |
| Value | Count | Frequency (%) | |
| 6 | 134 | 11.6% | |
| 5 | 388 | 33.5% | |
| 4 | 197 | 17.0% | |
| 3 | 185 | 16.0% | |
| 2 | 192 | 16.6% | |
| 1 | 62 | 5.4% |
| Distinct | 45 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.25410545 |
|---|---|
| Minimum | 0 |
| Maximum | 100 |
| Zeros | 55 |
| Zeros (%) | 4.7% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 25 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 7.84347816 |
|---|---|
| Coefficient of variation (CV) | 0.6400694196 |
| Kurtosis | 21.21384334 |
| Mean | 12.25410545 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 3.012346446 |
| Sum | 14178 |
| Variance | 61.52014965 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) | |
| 10 | 285 | 24.6% | |
| 15 | 118 | 10.2% | |
| 5 | 72 | 6.2% | |
| 12 | 68 | 5.9% | |
| 8 | 66 | 5.7% | |
| 20 | 58 | 5.0% | |
| 0 | 55 | 4.7% | |
| 9 | 50 | 4.3% | |
| 7 | 50 | 4.3% | |
| 11 | 44 | 3.8% | |
| 13 | 42 | 3.6% | |
| 6 | 29 | 2.5% | |
| 14 | 29 | 2.5% | |
| 25 | 28 | 2.4% | |
| 19 | 20 | 1.7% | |
| 18 | 18 | 1.6% | |
| 16 | 16 | 1.4% | |
| 17 | 15 | 1.3% | |
| 4 | 14 | 1.2% | |
| 30 | 10 | 0.9% | |
| 22 | 9 | 0.8% | |
| 26 | 7 | 0.6% | |
| 24 | 6 | 0.5% | |
| 23 | 5 | 0.4% | |
| 21 | 4 | 0.3% | |
| Other values (20) | 39 | 3.4% |
| Value | Count | Frequency (%) | |
| 0 | 55 | 4.7% | |
| 1 | 1 | 0.1% | |
| 2 | 4 | 0.3% | |
| 3 | 3 | 0.3% | |
| 4 | 14 | 1.2% | |
| 5 | 72 | 6.2% | |
| 6 | 29 | 2.5% | |
| 7 | 50 | 4.3% | |
| 8 | 66 | 5.7% | |
| 9 | 50 | 4.3% |
| Value | Count | Frequency (%) | |
| 100 | 1 | 0.1% | |
| 75 | 1 | 0.1% | |
| 59 | 1 | 0.1% | |
| 58 | 1 | 0.1% | |
| 54 | 2 | 0.2% | |
| 50 | 2 | 0.2% | |
| 47 | 1 | 0.1% | |
| 46 | 1 | 0.1% | |
| 40 | 3 | 0.3% | |
| 35 | 3 | 0.3% |
| Distinct | 59 |
|---|---|
| Distinct (%) | 5.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.41832325 |
|---|---|
| Minimum | 0 |
| Maximum | 81 |
| Zeros | 66 |
| Zeros (%) | 5.7% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 14 |
| median | 20 |
| Q3 | 25 |
| 95-th percentile | 40 |
| Maximum | 81 |
| Range | 81 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 11.4935491 |
|---|---|
| Coefficient of variation (CV) | 0.5629036703 |
| Kurtosis | 1.579766011 |
| Mean | 20.41832325 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.6855737126 |
| Sum | 23624 |
| Variance | 132.1016709 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 20 | 174 | 15.0% | |
| 25 | 88 | 7.6% | |
| 15 | 84 | 7.3% | |
| 30 | 69 | 6.0% | |
| 0 | 66 | 5.7% | |
| 10 | 63 | 5.4% | |
| 22 | 38 | 3.3% | |
| 18 | 36 | 3.1% | |
| 17 | 31 | 2.7% | |
| 24 | 28 | 2.4% | |
| 19 | 28 | 2.4% | |
| 35 | 27 | 2.3% | |
| 16 | 26 | 2.2% | |
| 5 | 26 | 2.2% | |
| 21 | 22 | 1.9% | |
| 40 | 21 | 1.8% | |
| 12 | 19 | 1.6% | |
| 11 | 19 | 1.6% | |
| 8 | 19 | 1.6% | |
| 50 | 18 | 1.6% | |
| 14 | 18 | 1.6% | |
| 23 | 17 | 1.5% | |
| 33 | 17 | 1.5% | |
| 27 | 13 | 1.1% | |
| 31 | 13 | 1.1% | |
| Other values (34) | 177 | 15.3% |
| Value | Count | Frequency (%) | |
| 0 | 66 | 5.7% | |
| 1 | 5 | 0.4% | |
| 2 | 4 | 0.3% | |
| 3 | 11 | 0.9% | |
| 4 | 6 | 0.5% | |
| 5 | 26 | 2.2% | |
| 6 | 11 | 0.9% | |
| 7 | 7 | 0.6% | |
| 8 | 19 | 1.6% | |
| 9 | 13 | 1.1% |
| Value | Count | Frequency (%) | |
| 81 | 1 | 0.1% | |
| 80 | 1 | 0.1% | |
| 66 | 1 | 0.1% | |
| 62 | 1 | 0.1% | |
| 59 | 1 | 0.1% | |
| 55 | 3 | 0.3% | |
| 53 | 1 | 0.1% | |
| 51 | 1 | 0.1% | |
| 50 | 18 | 1.6% | |
| 49 | 4 | 0.3% |
| Distinct | 36 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.90924806 |
|---|---|
| Minimum | 0 |
| Maximum | 68 |
| Zeros | 67 |
| Zeros (%) | 5.8% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 22 |
| Maximum | 68 |
| Range | 68 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 6.965154934 |
|---|---|
| Coefficient of variation (CV) | 0.6384633385 |
| Kurtosis | 3.702624273 |
| Mean | 10.90924806 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.962598077 |
| Sum | 12622 |
| Variance | 48.51338326 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) | |
| 10 | 196 | 16.9% | |
| 5 | 129 | 11.1% | |
| 15 | 104 | 9.0% | |
| 20 | 95 | 8.2% | |
| 0 | 67 | 5.8% | |
| 8 | 53 | 4.6% | |
| 7 | 50 | 4.3% | |
| 6 | 41 | 3.5% | |
| 12 | 40 | 3.5% | |
| 2 | 36 | 3.1% | |
| 4 | 32 | 2.8% | |
| 9 | 30 | 2.6% | |
| 16 | 29 | 2.5% | |
| 3 | 28 | 2.4% | |
| 18 | 27 | 2.3% | |
| 17 | 27 | 2.3% | |
| 11 | 26 | 2.2% | |
| 13 | 23 | 2.0% | |
| 14 | 16 | 1.4% | |
| 22 | 15 | 1.3% | |
| 19 | 15 | 1.3% | |
| 1 | 15 | 1.3% | |
| 25 | 14 | 1.2% | |
| 23 | 11 | 0.9% | |
| 21 | 10 | 0.9% | |
| Other values (11) | 28 | 2.4% |
| Value | Count | Frequency (%) | |
| 0 | 67 | 5.8% | |
| 1 | 15 | 1.3% | |
| 2 | 36 | 3.1% | |
| 3 | 28 | 2.4% | |
| 4 | 32 | 2.8% | |
| 5 | 129 | 11.1% | |
| 6 | 41 | 3.5% | |
| 7 | 50 | 4.3% | |
| 8 | 53 | 4.6% | |
| 9 | 30 | 2.6% |
| Value | Count | Frequency (%) | |
| 68 | 1 | 0.1% | |
| 40 | 1 | 0.1% | |
| 39 | 1 | 0.1% | |
| 35 | 2 | 0.2% | |
| 31 | 1 | 0.1% | |
| 30 | 6 | 0.5% | |
| 29 | 2 | 0.2% | |
| 28 | 2 | 0.2% | |
| 27 | 2 | 0.2% | |
| 26 | 3 | 0.3% |
| Distinct | 37 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.458945549 |
|---|---|
| Minimum | 0 |
| Maximum | 50 |
| Zeros | 177 |
| Zeros (%) | 15.3% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 7 |
| 95-th percentile | 15 |
| Maximum | 50 |
| Range | 50 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 5.830454877 |
|---|---|
| Coefficient of variation (CV) | 1.068055145 |
| Kurtosis | 10.25270387 |
| Mean | 5.458945549 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.555221358 |
| Sum | 6316 |
| Variance | 33.99420408 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) | |
| 2 | 197 | 17.0% | |
| 0 | 177 | 15.3% | |
| 5 | 159 | 13.7% | |
| 3 | 122 | 10.5% | |
| 4 | 90 | 7.8% | |
| 10 | 77 | 6.6% | |
| 6 | 52 | 4.5% | |
| 8 | 48 | 4.1% | |
| 7 | 43 | 3.7% | |
| 1 | 36 | 3.1% | |
| 15 | 29 | 2.5% | |
| 9 | 19 | 1.6% | |
| 13 | 15 | 1.3% | |
| 14 | 14 | 1.2% | |
| 11 | 14 | 1.2% | |
| 12 | 11 | 0.9% | |
| 20 | 7 | 0.6% | |
| 18 | 5 | 0.4% | |
| 25 | 5 | 0.4% | |
| 17 | 4 | 0.3% | |
| 23 | 4 | 0.3% | |
| 24 | 3 | 0.3% | |
| 16 | 3 | 0.3% | |
| 19 | 3 | 0.3% | |
| 26 | 2 | 0.2% | |
| Other values (12) | 18 | 1.6% |
| Value | Count | Frequency (%) | |
| 0 | 177 | 15.3% | |
| 1 | 36 | 3.1% | |
| 2 | 197 | 17.0% | |
| 3 | 122 | 10.5% | |
| 4 | 90 | 7.8% | |
| 5 | 159 | 13.7% | |
| 6 | 52 | 4.5% | |
| 7 | 43 | 3.7% | |
| 8 | 48 | 4.1% | |
| 9 | 19 | 1.6% |
| Value | Count | Frequency (%) | |
| 50 | 1 | 0.1% | |
| 48 | 1 | 0.1% | |
| 41 | 1 | 0.1% | |
| 36 | 2 | 0.2% | |
| 35 | 1 | 0.1% | |
| 34 | 1 | 0.1% | |
| 31 | 1 | 0.1% | |
| 30 | 2 | 0.2% | |
| 29 | 2 | 0.2% | |
| 28 | 2 | 0.2% |
| Distinct | 55 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.57562662 |
|---|---|
| Minimum | 0 |
| Maximum | 100 |
| Zeros | 93 |
| Zeros (%) | 8.0% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 15 |
| median | 21 |
| Q3 | 27 |
| 95-th percentile | 38 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 11.03904022 |
|---|---|
| Coefficient of variation (CV) | 0.5365105238 |
| Kurtosis | 2.342059671 |
| Mean | 20.57562662 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.2734603327 |
| Sum | 23806 |
| Variance | 121.8604089 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 20 | 143 | 12.3% | |
| 25 | 108 | 9.3% | |
| 30 | 107 | 9.2% | |
| 0 | 93 | 8.0% | |
| 22 | 65 | 5.6% | |
| 15 | 61 | 5.3% | |
| 21 | 56 | 4.8% | |
| 10 | 36 | 3.1% | |
| 24 | 31 | 2.7% | |
| 23 | 31 | 2.7% | |
| 35 | 29 | 2.5% | |
| 5 | 28 | 2.4% | |
| 40 | 25 | 2.2% | |
| 12 | 23 | 2.0% | |
| 27 | 22 | 1.9% | |
| 26 | 21 | 1.8% | |
| 19 | 21 | 1.8% | |
| 18 | 18 | 1.6% | |
| 33 | 17 | 1.5% | |
| 28 | 17 | 1.5% | |
| 17 | 15 | 1.3% | |
| 4 | 14 | 1.2% | |
| 16 | 13 | 1.1% | |
| 29 | 12 | 1.0% | |
| 8 | 12 | 1.0% | |
| Other values (30) | 139 | 12.0% |
| Value | Count | Frequency (%) | |
| 0 | 93 | 8.0% | |
| 1 | 6 | 0.5% | |
| 2 | 4 | 0.3% | |
| 3 | 6 | 0.5% | |
| 4 | 14 | 1.2% | |
| 5 | 28 | 2.4% | |
| 6 | 8 | 0.7% | |
| 7 | 8 | 0.7% | |
| 8 | 12 | 1.0% | |
| 9 | 9 | 0.8% |
| Value | Count | Frequency (%) | |
| 100 | 1 | 0.1% | |
| 67 | 1 | 0.1% | |
| 61 | 1 | 0.1% | |
| 57 | 1 | 0.1% | |
| 55 | 1 | 0.1% | |
| 54 | 1 | 0.1% | |
| 53 | 1 | 0.1% | |
| 50 | 4 | 0.3% | |
| 49 | 1 | 0.1% | |
| 46 | 1 | 0.1% |
| Distinct | 35 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.448573898 |
|---|---|
| Minimum | 0 |
| Maximum | 70 |
| Zeros | 136 |
| Zeros (%) | 11.7% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 10 |
| 95-th percentile | 17 |
| Maximum | 70 |
| Range | 70 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 5.973861038 |
|---|---|
| Coefficient of variation (CV) | 0.9263848305 |
| Kurtosis | 14.7420681 |
| Mean | 6.448573898 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 2.485651359 |
| Sum | 7461 |
| Variance | 35.6870157 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=35)
| Value | Count | Frequency (%) | |
| 5 | 194 | 16.8% | |
| 0 | 136 | 11.7% | |
| 10 | 136 | 11.7% | |
| 2 | 103 | 8.9% | |
| 1 | 81 | 7.0% | |
| 3 | 74 | 6.4% | |
| 4 | 67 | 5.8% | |
| 6 | 64 | 5.5% | |
| 8 | 55 | 4.7% | |
| 7 | 37 | 3.2% | |
| 15 | 33 | 2.8% | |
| 9 | 31 | 2.7% | |
| 12 | 27 | 2.3% | |
| 11 | 23 | 2.0% | |
| 20 | 20 | 1.7% | |
| 13 | 14 | 1.2% | |
| 16 | 12 | 1.0% | |
| 14 | 9 | 0.8% | |
| 17 | 8 | 0.7% | |
| 25 | 6 | 0.5% | |
| 21 | 5 | 0.4% | |
| 24 | 4 | 0.3% | |
| 22 | 4 | 0.3% | |
| 19 | 2 | 0.2% | |
| 18 | 2 | 0.2% | |
| Other values (10) | 10 | 0.9% |
| Value | Count | Frequency (%) | |
| 0 | 136 | 11.7% | |
| 1 | 81 | 7.0% | |
| 2 | 103 | 8.9% | |
| 3 | 74 | 6.4% | |
| 4 | 67 | 5.8% | |
| 5 | 194 | 16.8% | |
| 6 | 64 | 5.5% | |
| 7 | 37 | 3.2% | |
| 8 | 55 | 4.7% | |
| 9 | 31 | 2.7% |
| Value | Count | Frequency (%) | |
| 70 | 1 | 0.1% | |
| 44 | 1 | 0.1% | |
| 40 | 1 | 0.1% | |
| 38 | 1 | 0.1% | |
| 37 | 1 | 0.1% | |
| 35 | 1 | 0.1% | |
| 30 | 1 | 0.1% | |
| 28 | 1 | 0.1% | |
| 26 | 1 | 0.1% | |
| 25 | 6 | 0.5% |
| Distinct | 30 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.762316335 |
|---|---|
| Minimum | 0 |
| Maximum | 38 |
| Zeros | 187 |
| Zeros (%) | 16.1% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 16 |
| Maximum | 38 |
| Range | 38 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.275919457 |
|---|---|
| Coefficient of variation (CV) | 0.9155900423 |
| Kurtosis | 4.017081602 |
| Mean | 5.762316335 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.599927859 |
| Sum | 6667 |
| Variance | 27.83532612 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) | |
| 5 | 197 | 17.0% | |
| 0 | 187 | 16.1% | |
| 10 | 102 | 8.8% | |
| 3 | 95 | 8.2% | |
| 2 | 90 | 7.8% | |
| 4 | 78 | 6.7% | |
| 6 | 71 | 6.1% | |
| 1 | 61 | 5.3% | |
| 7 | 53 | 4.6% | |
| 8 | 47 | 4.1% | |
| 15 | 32 | 2.8% | |
| 9 | 29 | 2.5% | |
| 12 | 20 | 1.7% | |
| 11 | 20 | 1.7% | |
| 20 | 18 | 1.6% | |
| 13 | 10 | 0.9% | |
| 17 | 9 | 0.8% | |
| 18 | 8 | 0.7% | |
| 14 | 5 | 0.4% | |
| 22 | 5 | 0.4% | |
| 16 | 4 | 0.3% | |
| 21 | 3 | 0.3% | |
| 25 | 2 | 0.2% | |
| 24 | 2 | 0.2% | |
| 38 | 2 | 0.2% | |
| Other values (5) | 7 | 0.6% |
| Value | Count | Frequency (%) | |
| 0 | 187 | 16.1% | |
| 1 | 61 | 5.3% | |
| 2 | 90 | 7.8% | |
| 3 | 95 | 8.2% | |
| 4 | 78 | 6.7% | |
| 5 | 197 | 17.0% | |
| 6 | 71 | 6.1% | |
| 7 | 53 | 4.6% | |
| 8 | 47 | 4.1% | |
| 9 | 29 | 2.5% |
| Value | Count | Frequency (%) | |
| 38 | 2 | 0.2% | |
| 30 | 1 | 0.1% | |
| 28 | 2 | 0.2% | |
| 27 | 2 | 0.2% | |
| 25 | 2 | 0.2% | |
| 24 | 2 | 0.2% | |
| 23 | 1 | 0.1% | |
| 22 | 5 | 0.4% | |
| 21 | 3 | 0.3% | |
| 20 | 18 | 1.6% |
| Distinct | 18 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.504753673 |
|---|---|
| Minimum | 0 |
| Maximum | 20 |
| Zeros | 127 |
| Zeros (%) | 11.0% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 9 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.675536982 |
|---|---|
| Coefficient of variation (CV) | 0.7634022907 |
| Kurtosis | 2.889769628 |
| Mean | 3.504753673 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.226489792 |
| Sum | 4055 |
| Variance | 7.158498144 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) | |
| 5 | 223 | 19.3% | |
| 2 | 211 | 18.2% | |
| 3 | 152 | 13.1% | |
| 1 | 148 | 12.8% | |
| 0 | 127 | 11.0% | |
| 4 | 119 | 10.3% | |
| 6 | 52 | 4.5% | |
| 7 | 39 | 3.4% | |
| 10 | 38 | 3.3% | |
| 8 | 26 | 2.2% | |
| 9 | 8 | 0.7% | |
| 15 | 3 | 0.3% | |
| 13 | 3 | 0.3% | |
| 11 | 3 | 0.3% | |
| 12 | 2 | 0.2% | |
| 20 | 1 | 0.1% | |
| 14 | 1 | 0.1% | |
| 18 | 1 | 0.1% | |
| (Missing) | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 127 | 11.0% | |
| 1 | 148 | 12.8% | |
| 2 | 211 | 18.2% | |
| 3 | 152 | 13.1% | |
| 4 | 119 | 10.3% | |
| 5 | 223 | 19.3% | |
| 6 | 52 | 4.5% | |
| 7 | 39 | 3.4% | |
| 8 | 26 | 2.2% | |
| 9 | 8 | 0.7% |
| Value | Count | Frequency (%) | |
| 20 | 1 | 0.1% | |
| 18 | 1 | 0.1% | |
| 15 | 3 | 0.3% | |
| 14 | 1 | 0.1% | |
| 13 | 3 | 0.3% | |
| 12 | 2 | 0.2% | |
| 11 | 3 | 0.3% | |
| 10 | 38 | 3.3% | |
| 9 | 8 | 0.7% | |
| 8 | 26 | 2.2% |
| Distinct | 33 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.439930856 |
|---|---|
| Minimum | 0 |
| Maximum | 75 |
| Zeros | 86 |
| Zeros (%) | 7.4% |
| Memory size | 9.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| median | 8 |
| Q3 | 12 |
| 95-th percentile | 18 |
| Maximum | 75 |
| Range | 75 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.945330173 |
|---|---|
| Coefficient of variation (CV) | 0.7044287772 |
| Kurtosis | 16.3598161 |
| Mean | 8.439930856 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 2.132706684 |
| Sum | 9765 |
| Variance | 35.34695086 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) | |
| 10 | 167 | 14.4% | |
| 5 | 138 | 11.9% | |
| 0 | 86 | 7.4% | |
| 15 | 71 | 6.1% | |
| 7 | 67 | 5.8% | |
| 3 | 62 | 5.4% | |
| 6 | 61 | 5.3% | |
| 4 | 60 | 5.2% | |
| 8 | 59 | 5.1% | |
| 12 | 52 | 4.5% | |
| 13 | 50 | 4.3% | |
| 9 | 48 | 4.1% | |
| 2 | 45 | 3.9% | |
| 11 | 41 | 3.5% | |
| 1 | 29 | 2.5% | |
| 20 | 26 | 2.2% | |
| 14 | 24 | 2.1% | |
| 16 | 22 | 1.9% | |
| 17 | 11 | 0.9% | |
| 18 | 10 | 0.9% | |
| 21 | 7 | 0.6% | |
| 25 | 5 | 0.4% | |
| 19 | 4 | 0.3% | |
| 24 | 2 | 0.2% | |
| 26 | 2 | 0.2% | |
| Other values (8) | 8 | 0.7% |
| Value | Count | Frequency (%) | |
| 0 | 86 | 7.4% | |
| 1 | 29 | 2.5% | |
| 2 | 45 | 3.9% | |
| 3 | 62 | 5.4% | |
| 4 | 60 | 5.2% | |
| 5 | 138 | 11.9% | |
| 6 | 61 | 5.3% | |
| 7 | 67 | 5.8% | |
| 8 | 59 | 5.1% | |
| 9 | 48 | 4.1% |
| Value | Count | Frequency (%) | |
| 75 | 1 | 0.1% | |
| 51 | 1 | 0.1% | |
| 43 | 1 | 0.1% | |
| 36 | 1 | 0.1% | |
| 30 | 1 | 0.1% | |
| 28 | 1 | 0.1% | |
| 26 | 2 | 0.2% | |
| 25 | 5 | 0.4% | |
| 24 | 2 | 0.2% | |
| 23 | 1 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| PanelistIdQuestion | D1 | D2 | D3 | CIVIC_WARD | B11 | B5a_0 | B5a_1 | B5a_2 | B5a_3 | B5a_4 | B5a_5 | B5a_6 | B5a_7 | B5a_8 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3916141 | 2 | 2 | t5a2s3 | 4 | 2 | 34.0 | 8.0 | 10.0 | 0.0 | 0.0 | 15.0 | 0.0 | 8.0 | 25.0 |
| 1 | 3918057 | 2 | 2 | T5W0K1 | 7 | 5 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2 | 3710726 | 2 | 3 | T5N2X7 | 6 | 5 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 3 | 3711225 | 2 | 2 | T5T1T2 | 5 | 5 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 4 | 3732916 | 2 | 2 | t6r0n6 | 9 | 4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 5 | 3734658 | 2 | 5 | T5C0E1 | 3 | 4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 6 | 3745008 | 2 | 3 | t6h3c6 | 10 | 6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 7 | 3859259 | 1 | 2 | t6j5e6 | 10 | 5 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 8 | 3860521 | 1 | 4 | T6H4R1 | 10 | 5 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 9 | 3922386 | 1 | 4 | t6e0w2 | 11 | 6 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
Last rows
| PanelistIdQuestion | D1 | D2 | D3 | CIVIC_WARD | B11 | B5a_0 | B5a_1 | B5a_2 | B5a_3 | B5a_4 | B5a_5 | B5a_6 | B5a_7 | B5a_8 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1148 | 3931139 | 2 | 4 | T5N2B4 | 6 | 5 | 12.0 | 25.0 | 20.0 | 3.0 | 20.0 | 10.0 | 3.0 | 2.0 | 5.0 |
| 1149 | 3931301 | 1 | 4 | T6t1h2 | 12 | 3 | 15.0 | 10.0 | 14.0 | 11.0 | 35.0 | 1.0 | 3.0 | 1.0 | 10.0 |
| 1150 | 3931392 | 1 | 2 | T5J1P7 | 6 | 4 | 13.0 | 26.0 | 11.0 | 13.0 | 15.0 | 1.0 | 4.0 | 2.0 | 15.0 |
| 1151 | 3931565 | 1 | 5 | T6K0N8 | 11 | 5 | 6.0 | 10.0 | 15.0 | 4.0 | 35.0 | 5.0 | 3.0 | 2.0 | 20.0 |
| 1152 | 3931713 | 1 | 2 | t5k0y9 | 6 | 2 | 15.0 | 15.0 | 5.0 | 0.0 | 25.0 | 8.0 | 8.0 | 8.0 | 16.0 |
| 1153 | 3931776 | 1 | 3 | T5r0e5 | 1 | 5 | 10.0 | 10.0 | 10.0 | 10.0 | 40.0 | 5.0 | 5.0 | 5.0 | 5.0 |
| 1154 | 3931777 | 2 | 2 | T5K0y9 | 6 | 2 | 13.0 | 36.0 | 10.0 | 0.0 | 6.0 | 15.0 | 0.0 | 10.0 | 10.0 |
| 1155 | 3932073 | 2 | 2 | T5G1W3 | 7 | 3 | 15.0 | 35.0 | 10.0 | 0.0 | 20.0 | 2.0 | 2.0 | 1.0 | 15.0 |
| 1156 | 3932121 | 1 | 4 | T5H0T6 | 6 | 2 | 8.0 | 9.0 | 7.0 | 0.0 | 30.0 | 37.0 | 5.0 | 1.0 | 3.0 |
| 1157 | 3932495 | 1 | 3 | T6X0S3 | 12 | 4 | 24.0 | 38.0 | 5.0 | 15.0 | 6.0 | 2.0 | 3.0 | 1.0 | 5.0 |